New Module: gcp_mlengine_model (#59222)
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381
lib/ansible/modules/cloud/google/gcp_mlengine_model.py
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381
lib/ansible/modules/cloud/google/gcp_mlengine_model.py
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#!/usr/bin/python
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# -*- coding: utf-8 -*-
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#
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# Copyright (C) 2017 Google
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# GNU General Public License v3.0+ (see COPYING or https://www.gnu.org/licenses/gpl-3.0.txt)
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# ----------------------------------------------------------------------------
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#
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# *** AUTO GENERATED CODE *** AUTO GENERATED CODE ***
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#
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# ----------------------------------------------------------------------------
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#
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# This file is automatically generated by Magic Modules and manual
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# changes will be clobbered when the file is regenerated.
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#
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# Please read more about how to change this file at
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# https://www.github.com/GoogleCloudPlatform/magic-modules
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#
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# ----------------------------------------------------------------------------
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from __future__ import absolute_import, division, print_function
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__metaclass__ = type
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################################################################################
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# Documentation
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################################################################################
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ANSIBLE_METADATA = {'metadata_version': '1.1', 'status': ["preview"], 'supported_by': 'community'}
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DOCUMENTATION = '''
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---
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module: gcp_mlengine_model
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description:
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- Represents a machine learning solution.
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- A model can have multiple versions, each of which is a deployed, trained model ready
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to receive prediction requests. The model itself is just a container.
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short_description: Creates a GCP Model
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version_added: 2.9
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author: Google Inc. (@googlecloudplatform)
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requirements:
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- python >= 2.6
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- requests >= 2.18.4
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- google-auth >= 1.3.0
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options:
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state:
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description:
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- Whether the given object should exist in GCP
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choices:
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- present
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- absent
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default: present
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type: str
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name:
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description:
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- The name specified for the model.
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required: true
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type: str
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description:
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description:
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- The description specified for the model when it was created.
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required: false
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type: str
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default_version:
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description:
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- The default version of the model. This version will be used to handle prediction
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requests that do not specify a version.
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required: false
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type: dict
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suboptions:
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name:
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description:
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- The name specified for the version when it was created.
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required: false
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type: str
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regions:
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description:
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- The list of regions where the model is going to be deployed.
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- Currently only one region per model is supported .
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required: false
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type: list
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online_prediction_logging:
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description:
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- If true, online prediction access logs are sent to StackDriver Logging.
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required: false
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type: bool
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online_prediction_console_logging:
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description:
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- If true, online prediction nodes send stderr and stdout streams to Stackdriver
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Logging.
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required: false
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type: bool
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labels:
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description:
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- One or more labels that you can add, to organize your models.
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required: false
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type: dict
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extends_documentation_fragment: gcp
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'''
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EXAMPLES = '''
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- name: create a model
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gcp_mlengine_model:
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name: "{{ resource_name | replace('-', '_') }}"
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description: My model
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regions:
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- us-central1
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project: test_project
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auth_kind: serviceaccount
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service_account_file: "/tmp/auth.pem"
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state: present
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'''
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RETURN = '''
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name:
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description:
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- The name specified for the model.
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returned: success
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type: str
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description:
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description:
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- The description specified for the model when it was created.
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returned: success
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type: str
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defaultVersion:
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description:
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- The default version of the model. This version will be used to handle prediction
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requests that do not specify a version.
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returned: success
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type: complex
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contains:
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name:
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description:
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- The name specified for the version when it was created.
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returned: success
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type: str
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regions:
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description:
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- The list of regions where the model is going to be deployed.
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- Currently only one region per model is supported .
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returned: success
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type: list
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onlinePredictionLogging:
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description:
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- If true, online prediction access logs are sent to StackDriver Logging.
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returned: success
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type: bool
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onlinePredictionConsoleLogging:
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description:
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- If true, online prediction nodes send stderr and stdout streams to Stackdriver
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Logging.
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returned: success
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type: bool
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labels:
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description:
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- One or more labels that you can add, to organize your models.
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returned: success
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type: dict
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'''
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################################################################################
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# Imports
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################################################################################
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from ansible.module_utils.gcp_utils import navigate_hash, GcpSession, GcpModule, GcpRequest, remove_nones_from_dict, replace_resource_dict
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import json
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import time
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################################################################################
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# Main
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################################################################################
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def main():
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"""Main function"""
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module = GcpModule(
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argument_spec=dict(
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state=dict(default='present', choices=['present', 'absent'], type='str'),
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name=dict(required=True, type='str'),
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description=dict(type='str'),
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default_version=dict(type='dict', options=dict(name=dict(type='str'))),
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regions=dict(type='list', elements='str'),
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online_prediction_logging=dict(type='bool'),
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online_prediction_console_logging=dict(type='bool'),
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labels=dict(type='dict'),
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)
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)
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if not module.params['scopes']:
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module.params['scopes'] = ['https://www.googleapis.com/auth/cloud-platform']
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state = module.params['state']
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fetch = fetch_resource(module, self_link(module))
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changed = False
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if fetch:
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if state == 'present':
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if is_different(module, fetch):
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update(module, self_link(module))
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fetch = fetch_resource(module, self_link(module))
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changed = True
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else:
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delete(module, self_link(module))
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fetch = {}
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changed = True
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else:
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if state == 'present':
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fetch = create(module, collection(module))
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changed = True
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else:
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fetch = {}
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fetch.update({'changed': changed})
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module.exit_json(**fetch)
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def create(module, link):
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auth = GcpSession(module, 'mlengine')
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return return_if_object(module, auth.post(link, resource_to_request(module)))
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def update(module, link):
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delete(module, self_link(module))
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create(module, collection(module))
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def delete(module, link):
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auth = GcpSession(module, 'mlengine')
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return wait_for_operation(module, auth.delete(link))
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def resource_to_request(module):
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request = {
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u'name': module.params.get('name'),
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u'description': module.params.get('description'),
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u'defaultVersion': ModelDefaultversion(module.params.get('default_version', {}), module).to_request(),
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u'regions': module.params.get('regions'),
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u'onlinePredictionLogging': module.params.get('online_prediction_logging'),
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u'onlinePredictionConsoleLogging': module.params.get('online_prediction_console_logging'),
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u'labels': module.params.get('labels'),
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}
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return_vals = {}
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for k, v in request.items():
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if v or v is False:
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return_vals[k] = v
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return return_vals
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def fetch_resource(module, link, allow_not_found=True):
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auth = GcpSession(module, 'mlengine')
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return return_if_object(module, auth.get(link), allow_not_found)
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def self_link(module):
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return "https://ml.googleapis.com/v1/projects/{project}/models/{name}".format(**module.params)
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def collection(module):
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return "https://ml.googleapis.com/v1/projects/{project}/models".format(**module.params)
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def return_if_object(module, response, allow_not_found=False):
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# If not found, return nothing.
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if allow_not_found and response.status_code == 404:
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return None
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# If no content, return nothing.
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if response.status_code == 204:
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return None
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try:
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module.raise_for_status(response)
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result = response.json()
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except getattr(json.decoder, 'JSONDecodeError', ValueError):
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module.fail_json(msg="Invalid JSON response with error: %s" % response.text)
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result = decode_response(result, module)
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if navigate_hash(result, ['error', 'errors']):
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module.fail_json(msg=navigate_hash(result, ['error', 'errors']))
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return result
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def is_different(module, response):
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request = resource_to_request(module)
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response = response_to_hash(module, response)
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request = decode_response(request, module)
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# Remove all output-only from response.
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response_vals = {}
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for k, v in response.items():
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if k in request:
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response_vals[k] = v
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request_vals = {}
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for k, v in request.items():
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if k in response:
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request_vals[k] = v
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return GcpRequest(request_vals) != GcpRequest(response_vals)
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# Remove unnecessary properties from the response.
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# This is for doing comparisons with Ansible's current parameters.
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def response_to_hash(module, response):
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return {
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u'name': response.get(u'name'),
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u'description': response.get(u'description'),
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u'defaultVersion': ModelDefaultversion(response.get(u'defaultVersion', {}), module).from_response(),
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u'regions': response.get(u'regions'),
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u'onlinePredictionLogging': response.get(u'onlinePredictionLogging'),
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u'onlinePredictionConsoleLogging': response.get(u'onlinePredictionConsoleLogging'),
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u'labels': response.get(u'labels'),
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}
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def async_op_url(module, extra_data=None):
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if extra_data is None:
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extra_data = {}
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url = "https://ml.googleapis.com/v1/{op_id}"
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combined = extra_data.copy()
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combined.update(module.params)
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return url.format(**combined)
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def wait_for_operation(module, response):
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op_result = return_if_object(module, response)
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if op_result is None:
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return {}
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status = navigate_hash(op_result, ['done'])
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wait_done = wait_for_completion(status, op_result, module)
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raise_if_errors(wait_done, ['error'], module)
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return navigate_hash(wait_done, ['response'])
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def wait_for_completion(status, op_result, module):
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op_id = navigate_hash(op_result, ['name'])
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op_uri = async_op_url(module, {'op_id': op_id})
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while not status:
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raise_if_errors(op_result, ['error'], module)
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time.sleep(1.0)
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op_result = fetch_resource(module, op_uri, False)
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status = navigate_hash(op_result, ['done'])
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return op_result
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def raise_if_errors(response, err_path, module):
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errors = navigate_hash(response, err_path)
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if errors is not None:
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module.fail_json(msg=errors)
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# Short names are given (and expected) by the API
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# but are returned as full names.
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def decode_response(response, module):
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if 'name' in response and 'metadata' not in response:
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response['name'] = response['name'].split('/')[-1]
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return response
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class ModelDefaultversion(object):
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def __init__(self, request, module):
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self.module = module
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if request:
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self.request = request
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else:
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self.request = {}
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def to_request(self):
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return remove_nones_from_dict({u'name': self.request.get('name')})
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def from_response(self):
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return remove_nones_from_dict({u'name': self.request.get(u'name')})
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if __name__ == '__main__':
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main()
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2
test/integration/targets/gcp_mlengine_model/aliases
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2
test/integration/targets/gcp_mlengine_model/aliases
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cloud/gcp
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unsupported
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---
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resource_name: "{{ resource_prefix }}"
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test/integration/targets/gcp_mlengine_model/tasks/main.yml
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test/integration/targets/gcp_mlengine_model/tasks/main.yml
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---
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# ----------------------------------------------------------------------------
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#
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# *** AUTO GENERATED CODE *** AUTO GENERATED CODE ***
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#
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# ----------------------------------------------------------------------------
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#
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# This file is automatically generated by Magic Modules and manual
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# changes will be clobbered when the file is regenerated.
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#
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# Please read more about how to change this file at
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# https://www.github.com/GoogleCloudPlatform/magic-modules
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#
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# ----------------------------------------------------------------------------
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# Pre-test setup
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- name: delete a model
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gcp_mlengine_model:
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name: "{{ resource_name | replace('-', '_') }}"
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description: My model
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regions:
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- us-central1
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project: "{{ gcp_project }}"
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auth_kind: "{{ gcp_cred_kind }}"
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service_account_file: "{{ gcp_cred_file }}"
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state: absent
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#----------------------------------------------------------
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- name: create a model
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gcp_mlengine_model:
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name: "{{ resource_name | replace('-', '_') }}"
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description: My model
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regions:
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- us-central1
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project: "{{ gcp_project }}"
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auth_kind: "{{ gcp_cred_kind }}"
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service_account_file: "{{ gcp_cred_file }}"
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state: present
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register: result
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- name: assert changed is true
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assert:
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that:
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- result.changed == true
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- name: verify that model was created
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gcp_mlengine_model_facts:
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project: "{{ gcp_project }}"
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auth_kind: "{{ gcp_cred_kind }}"
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service_account_file: "{{ gcp_cred_file }}"
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scopes:
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- https://www.googleapis.com/auth/cloud-platform
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register: results
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- name: verify that command succeeded
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assert:
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that:
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- results['resources'] | map(attribute='name') | select("match", ".*{{ resource_name | replace('-', '_') }}.*") | list | length == 1
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# ----------------------------------------------------------------------------
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- name: create a model that already exists
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gcp_mlengine_model:
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name: "{{ resource_name | replace('-', '_') }}"
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description: My model
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regions:
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- us-central1
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project: "{{ gcp_project }}"
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auth_kind: "{{ gcp_cred_kind }}"
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service_account_file: "{{ gcp_cred_file }}"
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state: present
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register: result
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- name: assert changed is false
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assert:
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that:
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- result.changed == false
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#----------------------------------------------------------
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- name: delete a model
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gcp_mlengine_model:
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name: "{{ resource_name | replace('-', '_') }}"
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description: My model
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regions:
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- us-central1
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project: "{{ gcp_project }}"
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auth_kind: "{{ gcp_cred_kind }}"
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service_account_file: "{{ gcp_cred_file }}"
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state: absent
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register: result
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- name: assert changed is true
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assert:
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that:
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- result.changed == true
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- name: verify that model was deleted
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gcp_mlengine_model_facts:
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project: "{{ gcp_project }}"
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auth_kind: "{{ gcp_cred_kind }}"
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service_account_file: "{{ gcp_cred_file }}"
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scopes:
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- https://www.googleapis.com/auth/cloud-platform
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register: results
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- name: verify that command succeeded
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assert:
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that:
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- results['resources'] | map(attribute='name') | select("match", ".*{{ resource_name | replace('-', '_') }}.*") | list | length == 0
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# ----------------------------------------------------------------------------
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- name: delete a model that does not exist
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gcp_mlengine_model:
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name: "{{ resource_name | replace('-', '_') }}"
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description: My model
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regions:
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- us-central1
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project: "{{ gcp_project }}"
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auth_kind: "{{ gcp_cred_kind }}"
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service_account_file: "{{ gcp_cred_file }}"
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state: absent
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register: result
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- name: assert changed is false
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assert:
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that:
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- result.changed == false
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